{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 房价预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy import stats\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
       "       'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n",
       "       'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
       "       'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
       "       'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n",
       "       'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n",
       "       'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
       "       'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n",
       "       'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n",
       "       'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n",
       "       'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
       "       'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n",
       "       'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n",
       "       'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n",
       "       'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n",
       "       'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
       "       'SaleCondition', 'SalePrice'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析 'SalePrice'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1460.000000\n",
       "mean     180921.195890\n",
       "std       79442.502883\n",
       "min       34900.000000\n",
       "25%      129975.000000\n",
       "50%      163000.000000\n",
       "75%      214000.000000\n",
       "max      755000.000000\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['SalePrice'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22e21bbb668>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df_train['SalePrice'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skewness: 1.882876\n",
      "Kurtosis: 6.536282\n"
     ]
    }
   ],
   "source": [
    "# 偏度\n",
    "print(\"Skewness: %f\" % df_train['SalePrice'].skew())\n",
    "# 峰度\n",
    "print(\"Kurtosis: %f\" % df_train['SalePrice'].kurt())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 与 'SalePrice' 相关的属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22e21f65080>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot grlivarea/saleprice\n",
    "var = 'GrLivArea'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22e21f72940>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot totalbsmtsf/saleprice\n",
    "var = 'TotalBsmtSF'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 9.5, 0, 800000)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# box plot overallqual/saleprice\n",
    "var = 'OverallQual'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "f, ax = plt.subplots(figsize=(8, 6))\n",
    "fig = sns.boxplot(x=var, y='SalePrice', data = data)\n",
    "fig.axis(ymin=0, ymax=800000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,\n",
       "         13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n",
       "         26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n",
       "         39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n",
       "         52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,\n",
       "         65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n",
       "         78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,\n",
       "         91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,\n",
       "        104, 105, 106, 107, 108, 109, 110, 111]),\n",
       " <a list of 112 Text xticklabel objects>)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var = 'YearBuilt'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "f, ax = plt.subplots(figsize=(16, 8))\n",
    "fig = sns.boxplot(x=var, y='SalePrice', data = data)\n",
    "fig.axis(ymin=0, ymax=800000)\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 相关矩阵（热图样式）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22e22d90160>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrmat = df_train.corr()\n",
    "f, ax = plt.subplots(figsize=(12, 9))\n",
    "sns.heatmap(corrmat, vmax=.8, square=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ‘SalePrice’相关矩阵（缩放热图样式）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = 10\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cm = np.corrcoef(df_train[cols].values.T)\n",
    "# df_train[cols]\n",
    "# sns.set(font_scale=1.25)\n",
    "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, yticklabels=cols.values, xticklabels=cols.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 'OverallQual', 'GrLivArea' and 'TotalBsmtSF' are strongly correlated with 'SalePrice'. Check!（'OverallQual'，'GrLivArea' 和 'TotalBsmtSF' 与 'SalePrice' 有很强的的关系）\n",
    "- 'GarageCars' and 'GarageArea' are also some of the most strongly correlated variables. However, as we discussed in the last sub-point, the number of cars that fit into the garage is a consequence of the garage area. 'GarageCars' and 'GarageArea' are like twin brothers. You'll never be able to distinguish them. Therefore, we just need one of these variables in our analysis (we can keep 'GarageCars' since its correlation with 'SalePrice' is higher).（ 'GarageCars' and 'GarageArea' 也是重要的因素，不过就像我们之前讨论的能放多少辆车取决于仓库的面积，它们就像一对双胞胎，因此我们只需要其中之一，就保留 'GarageCars'，因为它和 'SalePrice' 更相关）\n",
    "- 'TotalBsmtSF' and '1stFloor' also seem to be twin brothers. We can keep 'TotalBsmtSF' just to say that our first guess was right (re-read 'So... What can we expect?').（'TotalBsmtSF' 和 '1stFloor' 似乎也如同亲兄弟一般，我们在此处仅保留 'TotalBsmtSF' ）\n",
    "- 'FullBath'?? Really? （'FullBath' 真的吗？）\n",
    "- 'TotRmsAbvGrd' and 'GrLivArea', twin brothers again. Is this dataset from Chernobyl?（'TotRmsAbvGrd' 和 'GrLivArea'，亲兄弟）\n",
    "- Ah... 'YearBuilt'... It seems that 'YearBuilt' is slightly correlated with 'SalePrice'. Honestly, it scares me to think about 'YearBuilt' because I start feeling that we should do a little bit of time-series analysis to get this right. I'll leave this as a homework for you.（'YearBuilt' 似乎与 'SalePrice' 关系不大。老实说，这让我很吃惊，我开始觉得我们应该做一些时间序列分析以实现这一目标）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## “销售价格”与相关变量之间的散点图（moves like jagger）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x22e22b1f4a8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatterplot\n",
    "# sns.set()\n",
    "cols = ['SalePrice', 'OverallQual', 'GrLivArea', 'GarageCars', 'TotalBsmtSF', 'FullBath', 'YearBuilt']\n",
    "sns.pairplot(df_train[cols], height = 2.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 丢失的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PoolQC</th>\n",
       "      <td>1453</td>\n",
       "      <td>0.995205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MiscFeature</th>\n",
       "      <td>1406</td>\n",
       "      <td>0.963014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alley</th>\n",
       "      <td>1369</td>\n",
       "      <td>0.937671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fence</th>\n",
       "      <td>1179</td>\n",
       "      <td>0.807534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FireplaceQu</th>\n",
       "      <td>690</td>\n",
       "      <td>0.472603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LotFrontage</th>\n",
       "      <td>259</td>\n",
       "      <td>0.177397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageCond</th>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageType</th>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageFinish</th>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GarageQual</th>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtExposure</th>\n",
       "      <td>38</td>\n",
       "      <td>0.026027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <td>38</td>\n",
       "      <td>0.026027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <td>37</td>\n",
       "      <td>0.025342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtCond</th>\n",
       "      <td>37</td>\n",
       "      <td>0.025342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BsmtQual</th>\n",
       "      <td>37</td>\n",
       "      <td>0.025342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrArea</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MasVnrType</th>\n",
       "      <td>8</td>\n",
       "      <td>0.005479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electrical</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Total   Percent\n",
       "PoolQC         1453  0.995205\n",
       "MiscFeature    1406  0.963014\n",
       "Alley          1369  0.937671\n",
       "Fence          1179  0.807534\n",
       "FireplaceQu     690  0.472603\n",
       "LotFrontage     259  0.177397\n",
       "GarageCond       81  0.055479\n",
       "GarageType       81  0.055479\n",
       "GarageYrBlt      81  0.055479\n",
       "GarageFinish     81  0.055479\n",
       "GarageQual       81  0.055479\n",
       "BsmtExposure     38  0.026027\n",
       "BsmtFinType2     38  0.026027\n",
       "BsmtFinType1     37  0.025342\n",
       "BsmtCond         37  0.025342\n",
       "BsmtQual         37  0.025342\n",
       "MasVnrArea        8  0.005479\n",
       "MasVnrType        8  0.005479\n",
       "Electrical        1  0.000685\n",
       "Utilities         0  0.000000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total = df_train.isnull().sum().sort_values(ascending=False)\n",
    "percent = (df_train.isnull().sum() / df_train.isnull().count()).sort_values(ascending=False)\n",
    "missing_data = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])\n",
    "missing_data.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们会删除所有丢失了数据的变量，除了'Electrical'，对于'Electrical'我们仅删除丢失的那行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train = df_train.drop((missing_data[missing_data['Total'] > 1]).index, 1)\n",
    "df_train = df_train.drop(df_train.loc[df_train['Electrical'].isnull()].index)\n",
    "df_train.isnull().sum().max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>...</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 63 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotArea Street LotShape LandContour Utilities  \\\n",
       "0   1          60       RL     8450   Pave      Reg         Lvl    AllPub   \n",
       "1   2          20       RL     9600   Pave      Reg         Lvl    AllPub   \n",
       "2   3          60       RL    11250   Pave      IR1         Lvl    AllPub   \n",
       "3   4          70       RL     9550   Pave      IR1         Lvl    AllPub   \n",
       "4   5          60       RL    14260   Pave      IR1         Lvl    AllPub   \n",
       "\n",
       "  LotConfig LandSlope  ... EnclosedPorch 3SsnPorch ScreenPorch PoolArea  \\\n",
       "0    Inside       Gtl  ...             0         0           0        0   \n",
       "1       FR2       Gtl  ...             0         0           0        0   \n",
       "2    Inside       Gtl  ...             0         0           0        0   \n",
       "3    Corner       Gtl  ...           272         0           0        0   \n",
       "4       FR2       Gtl  ...             0         0           0        0   \n",
       "\n",
       "  MiscVal  MoSold  YrSold  SaleType  SaleCondition SalePrice  \n",
       "0       0       2    2008        WD         Normal    208500  \n",
       "1       0       5    2007        WD         Normal    181500  \n",
       "2       0       9    2008        WD         Normal    223500  \n",
       "3       0       2    2006        WD        Abnorml    140000  \n",
       "4       0      12    2008        WD         Normal    250000  \n",
       "\n",
       "[5 rows x 63 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 离群点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 单变量分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "outer range (low) of the distribution:\n",
      "[[-1.83820775]\n",
      " [-1.83303414]\n",
      " [-1.80044422]\n",
      " [-1.78282123]\n",
      " [-1.77400974]\n",
      " [-1.62295562]\n",
      " [-1.6166617 ]\n",
      " [-1.58519209]\n",
      " [-1.58519209]\n",
      " [-1.57269236]]\n",
      "\n",
      "outer range (high) of the distribution:\n",
      "[[3.82758058]\n",
      " [4.0395221 ]\n",
      " [4.49473628]\n",
      " [4.70872962]\n",
      " [4.728631  ]\n",
      " [5.06034585]\n",
      " [5.42191907]\n",
      " [5.58987866]\n",
      " [7.10041987]\n",
      " [7.22629831]]\n"
     ]
    }
   ],
   "source": [
    "saleprice_scaled = StandardScaler().fit_transform(df_train['SalePrice'][:, np.newaxis])\n",
    "low_range = saleprice_scaled[saleprice_scaled[:, 0].argsort()][:10]\n",
    "high_range = saleprice_scaled[saleprice_scaled[:, 0].argsort()][-10:]\n",
    "print('outer range (low) of the distribution:')\n",
    "print(low_range)\n",
    "print('\\nouter range (high) of the distribution:')\n",
    "print(high_range)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.34704187],\n",
       "       [ 0.0071701 ],\n",
       "       [ 0.53585953],\n",
       "       ...,\n",
       "       [ 1.07713679],\n",
       "       [-0.48847623],\n",
       "       [-0.42081658]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "saleprice_scaled"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 二元分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x22e2681a400>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bivariate analysis saleprice/grlivarea\n",
    "var = 'GrLivArea'\n",
    "\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "data['SalePrice'].shape\n",
    "data.plot.scatter(x=var, y='SalePrice')\n",
    "# data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 下面有两个点是需要删除的\n",
    "df_train.sort_values(by = 'GrLivArea', ascending = False)[:2]\n",
    "df_train = df_train.drop(df_train[df_train['Id'] == 1299].index)\n",
    "df_train = df_train.drop(df_train[df_train['Id'] == 524].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var = 'TotalBsmtSF'\n",
    "data = pd.concat([df_train['SalePrice'], df_train[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting hard core"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "four assumptions should be tested\n",
    "- Normality\n",
    "- Homoscedasticity\n",
    "- Linearity\n",
    "- Absence of correlated errors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 'SalePrice'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram and normal probability plot\n",
    "sns.distplot(df_train['SalePrice'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['SalePrice'], plot=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 运用 log 变换\n",
    "df_train['SalePrice'] = np.log(df_train['SalePrice'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# transformed histogram and normal probability plot\n",
    "sns.distplot(df_train['SalePrice'], fit=norm)\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['SalePrice'], plot=plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 'GrLivArea'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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x32TDhmGm75STxNq1YWT1sGEwbRpsuy1ceWXITs2aVTvufJY0WZjZP8ttA+Dul2coJhGRaku3NrHZZqF5IaVEsXo1jB8fejbNmgU77QS33BK6V22+ebVjLgSpPIZamfB+M+AowuA6EZG8km6i6NIFnn02hQOXLg0Xvu46+OabME34fffBMccUZM+m6kjlMdS1idtmdg1hVLWISF5IN0mYwYQJKdQm5s2D0aOhtBRWrIBu3cKsr506FXTPpuqozkp5jYEdazoQEZF0pJsg4urXD2PkqkwU778fejbdfXdoxO7RIwyk22uv6oZb8FJps/gf62d5rQe0JMwXJSKSdek2XieqMlG4h5lehw+Hxx8Pc3307w8XXBDWUq3jUqlZHJXwvgz4OmE9ChGRrInF4ORqdtyvdPGidevgkUdCknj99bCwxeWXh0SxSaPzapdKk0W02BFA+a6yW5kZ7r4kc2GJiGzstNOqd97EiRXUJn78MTRcjBgBn3wC7dvDTTeFmzRuvImR1j5V1SxmUPXiQ2q3EJGMisXg9NPhp5+qf41+/colimXLwtoRo0fDV1/BvvuGda6PPTY8p5IKVfqXcff22QxERCTRpjxygrBWxS23JCSKBQtCgrj1Vli+HA49NFQ5Oneucz2bqiOlNGpmzQiLDv08n667v5SpoEREzjijeudt1DYxc2YYRDdxYmgVP/HE0LNpn31qJM66IpXeUGcAAwjLmb5DWBr1NaBzZkMTkbqoOl1iO3YMq5Fu4JVXwnQc//lPGF195pmhZ1N7PTSpjlSWVR0A/BqY4+6HAPsAizIalYjUSdVJFPXqJSSKeM+mgw8Oa1i/+ipcemlYSPuGG5QoNkEqj6FWu/tqM8PMGrn7R2a2a8YjE5E6JRar3iC78eMJPZtisdCz6aOPoF27kBx69w4zwcomSyVZzDezpsDDwBQzWwoszGxYIlKXpLOCXVyTJjB25HecsLAUdhwNCxeGEdZ33w3HH6+eTTUslbmhjone/svMpgJbA09lNCoRqROq0+Np4kTo2fnL0LNp4C3w/fdhRsA77ww9nNSzKSOqGpT3OHA38LC7rwRw9xezFZiI1G577BE6KqWj14Ef03PqCDh9ApSVwXHHhYn99tsvM0HKz6pq4C4lTPUx28wmmdmfzaxhluISkVos3URxIK/xdvtjGPfG7qE6csYZYdT1pElKFFlSabJw90fc/SSgGHgQ6AXMNbM7zOzQbAUoIrVHLAZFRaklCmMdf+QxXuT3vMZB7L3sRbjkEpgzJ0zLsdNOmQ9YfpZKm8UPwCRgkpn9ChhPSBx1Y8UPEakRzZqFmTaSacBPnMQ9DGIEe/IBK5sXw/8bDX36hFZtyYlUBuVtB5wA9ABaAfcBvTMcl4jUIvXqhSEQVWnCcvpSyvmMYgcW8HGjX8LtE9jixBOhQYPsBCqVqqqB+2/AScCuhMdQg939lWwFJiK1Q7JEsR1fcS7X05+bacp3PM8hfDLodjoPO1w9m/JIVTWLg4B/A8+6e5LvBCIiG0o2GrsDn3Ah19KL8TTkJx7gWMa1GMTji/bPXpCSsqpmndWjJhGplqp6O/2aN7mIYRzDQ/xEQ8ZxGtdyIau278CCBdmNU1KXytxQIiIpa9asokThdONJptKJNzmAzjzP1VxMW+bQj1to20WJIt8pWYhIjejfPzQxJPZ4qs8aTmYC77IXT3IkO/EZ5zOSYuZyCUNp0XE73OHZZ3MXt6QmlWVVK6RlVUUkrmFDWLNm/fYWrOAMbucCRlLMPN5nD05lPPfSgzWEsb0VLnUqeSvVZVWLgaXR+6bAXEBz/YrUYRXN69SSbziHGzibm9iGpbzI7+nHGJ7gSBJXaFaiKDxJl1U1s1uAR939iWj7CKBrdsITkXxUvqfTjnzGQK7hNMbRiB95mD8znMG8wYEbnNegwaatpy25k8ocvr9297PiG+7+pJldkcGYRCSPtW4dZgMH2I/pDGY4x/IAZdRnPL24lgv5hI2XvNl8c1i1KsvBSo1JpYF7sZldYmbtzKytmQ0Bvk12kpm1MbOpZvahmX1gZgOi8m3MbIqZfRq9NovKzcyuN7NZZvaeme2bcK1e0fGfmlmv6v6yIlJ9sVhowF640DmMp3mWLkzn1xzGMwxnMO2YzZmUVpgomjZVoih0qSSLk4CWwEPRT8uoLJky4EJ3352wbvfZZtYR+AfwnLt3AJ6LtgGOADpEP32BMfBzQ/ulwAHA/sCl8QQjItnRuDH0OrmMk7ibt9mHp+nGbnzEQEZQzFz+j6v5ilYVntuvHyxdmuWApcalMpHgEmCAmTVx9xWpXtjdvwS+jN4vN7MPgdZAd6BTdNh44AXgoqj8Lnd34HUza2pmraJjp8R7X5nZFKAbcE+qsYhI+uLtEo1ZyRmM5QJG0o45zGR3enMHMXr+3LOpIttvj8ZO1CJJaxZmdpCZzQRmRtt7mdnN6dzEzNoB+wBvANtFiSSeULaNDmsNzEs4bX5UVlm5iGRA/HHTfWMW8S8uZS7FXM8A5rMDf+JR9uR9xtG70kRhFno7KVHULqk0cI8CDgceBXD3d83s96newMyaAA8A57n791b5xGAV7fAqysvfpy/h8RXFxcWphicikXhNoj2fcwMjOZ07aMwPPEx3RjCIVzk46TV8o/8zpbZIaUVzd59X7kN+bSrnmVkDQqKIufuDUfHXZtbK3b+MHjN9E5XPB9oknL4DsDAq71Su/IUKYiwlrO5HSUmJ/smKpKFZM2i/7C3uZgQnMJm11GMCp3ANA/mI3ZOeX1QEa1P6VJBClUoD9zwzOwhwM2toZgOBD5OdZCG7jAU+dPeRCbseJSyeRPT6SEL5qVGvqAOB76LHVE8Dh5lZs6hh+7CoTEQ2lTuHFT3L5GWH8hb78Uce51oupB2zOYOxKSWKLl2UKOqCVGoWZwHXEdoJ5gPPAGencN7BwCnA/8zsnajs/wjTnk82sz6EkeDHR/ueAI4EZgGriBZYcvcl0biOadFxl2uqEZFNVFbGqY3v57w1w3mGt1lIKwYzjFs5k+/ZOqVLaIBd3WJexUNGM6sHnOvuo7IX0qYrKSnx6dOn5zoMkfyzahX3druT/f97LTvyBR+xKyMYxERO5icapXyZfv3g5rS6uUghMLMZ7l5S0b4qaxbuvtbMuhMauUWkUH37LSPa38Rpy2+gB4t5jQO5gJE8ytF4ipNPN22q8RJ1WSqPoV4xsxuBScDKeKG7v5WxqESkZsyezUO/G8lh88cyiFX8h6MYxkW8wsFU3NFwY5qmQyC1ZHFQ9Hp5QpkDnWs+HBGpEe++C8OHU3b3JI7CiNGTEQxiJnukdRl1hZW4VEZwH5KNQERkE7nD1KlMO344v17yNMtpwq2cx2jOYwE7pHUpdYWV8lIZwb2dmY01syej7Y5RTyYRyQdr19Kz0X1MK9ofunShzZJ3uJiraMM8BnFN2omiY0clCtlYKi1b4wjjGraPtj8BzstUQCKSoh9+4OyiMcyqvyuxn05ga77jb5TSjtn8m4v5jqZpXa5fv1A5+eCDDMUrBS2VNosW7j7ZzC4GcPcyM9P3DpEc2caW0J+bOZfruYlFvMH+DGY4j9CdddRL+3pqwJZUpJIsVppZc6L5mOKjqzMalYhsoHVrqLdwLuczirncRhNW8jhHMpzBvMTvSbVnUyLNCivpSCVZXECYimMnM3uFsJ7FcRmNSkR+9kv7H1czgpOiWfnv4SRGMIj3+WW1rqeR11IdqfSGesvM/gDsSvj68rG7r8l4ZCJ1mTt/KHqJixjG/3iSFWzBDZzDaM5jHtWfVXniROjZswbjlDqj0mRhZn+pZNcuZkbCLLIiUkMO67KWLZ9/mMEM50Xe5BtaMoQrGUM/lrJNta6pNgmpCVXVLP4UvW5LGJj3fLR9CGGKcCULkZqyejV9N7+LG7mGXfiUWezEWYxhPL1YzeZpX65jR/VqkppVaddZd+/t7r0JDdsd3f1Ydz8W0hwCKiKVW7qU/yu6mq82b0cpZ/I9W3E8k9mVj7mVs9JOFOr+KpmSSgN3u/gyqJGvgV0yFI9InbCDzed8RtGXUq5iBU9xOMO4iBfoRLo9m9QOIdmQSrJ4wcyeBu4h1DJ6AFMzGpVILdSwIXRY8wGDGMEXxDCce+nBCAbxHnuldS31aJJsS6U31N/N7Bggvu52qbs/lNmwRGqPrl2cH59/mQcYzp94jJU05mb6M4rzmUO7tK+nmoTkQpXJIlr86Gl37wooQYikocjWcTSPcjnDOYjXWEQL/sll3MTZLKF52tdTkpBcSmXxo1VmtrW7a9S2SAqO6PwjradOYCbXsBsf8znt6c9NjOM0fqBx2tfTNOGSD1Jps1hNWEd7ChsufnRuxqISKUC7tfqO7l/dwh2MphVf8Rb7cCL38gDHsjal/9U2pJqE5JNU/gU/Hv2ISAVa2wIGcB1vcgtbsZxnOJRTmMBzdKE6czZpjITko1SSxSRgZ0JPqM/cfXVmQxLJf61bw1YLP2Qg1/AFE6jHWiZzAiMYxNvsm/b1+vWDm2/OQKAiNaSq6T7qA1cBpwNzCAP4djCzO4Ehmh9K6qLWraHtwle5mWF051FWsTml9OVaLmQ27dO6lmoQUkiqqlmMALYE2rv7cgAz2wq4JvoZkPnwRPLD2f3WMe+Wx5jEcH7LK3zLNvyLS7mJs1lMy7Svp0ZrKTRVJYujgF3c1/+zdvfvzawf8BFKFlIX/PQTvRvFGMQIOvIhs2nLOVzPHZzOKrZI61J61CSFrKpk4YmJIqFwrZnpe5HUahec8T1FY0s5n1HcyULeYS/+SozJnFCtnk2qSUihq+pf/UwzO9Xd70osNLOTCTULkVqlWTPYbNmXDOA6LmUMW/M9z9GZ3tzJFA4l3Z5NmpJDapOqksXZwINmdjowg9Ab6tfA5sAxWYhNJCvMYBc+ZjjXcCp3UZ8y7uc4RjCIGZSkfT3VIqQ2qjRZuPsC4AAz60yYltyAJ939uWwFJ5JJzZrBrste5wGG82ce5kcaMZY+jOQCPmPntK6lBYaktktlIsHnWb/wkUjBa9RgHV3LnuRhhvMHXmIJzRjKEG7gHBaxbVrXUpKQuiL9ljqRAtS4MZT98BM9uJcZDGdPPmAubRjAaMbSh5U0SfuaetwkdUmlK+WJFLpYLLRHbGnLOeuHkXzGTtxFL9ZRxMlMYCc+43oGpJ0o3JUopO5RzUJqnXr1YN062JavuZLr6c/NNGMZU+lEX0p5im6k27OpqAjWrs1MvCKFQDULKXhdu4YaRPxnx3WfMoazmENbLuZqnqML+/MGnZnKUxxBqoli++3X1yKUKKSuU81CClL//jBmzIZlJUzjIobxFx7kJxoynl5cw0Bm0SGta+sRk8jGMlazMLM7zOwbM3s/oWwbM5tiZp9Gr82icjOz681slpm9Z2b7JpzTKzr+UzPrlal4pXA0bJiYKJxuPMnzHMI09qcLz3E1F9OO2ZzFrWklinhNQkQ2lsnHUOOAbuXK/gE85+4dgOeibYAjgA7RT19gDITkAlwKHADsD1waTzBSd7RuveFjpjVroD5r6MlE3mUvnuRIdmYWF3AtxczlEobyNb9I+fr9+oUksWBBBn8JkQKXsWTh7i8BS8oVdwfGR+/HA39OKL/Lg9eBpmbWCjgcmOLuS9x9KTCFjROQ1EKJCWLhwvXlW7CCc7mOWezMRE6hiHWcynh24jNGcQEr2DKl63fpsr49QpP7iSSX7TaL7dz9SwB3/9LM4iOgWgPzEo6bH5VVVr4RM+tLqJVQXFxcw2FLNuyxB8ycWfG+lnzD37mRv3Mj27CUl/gd/bmZJzkCT/E7j3o0iVRfvvSGqqh7ildRvnGhe6m7l7h7ScuW6a8vINnXv/+Gj5cqShQ78hk30Z85tOUSruQFOvEbXuUPvMQT/DFpoigqUo8mkZqQ7ZrF12bWKqpVtAK+icrnA20SjtsBWBiVdypX/kIW4pQa1rUrPJfGrGL7MoPBDOc47qeM+tzFqVzDQD5h16Tnbr+92h9Ealq2axaPAvEeTb2ARxLKT416RR0IfBc9rnoaOMzMmkUN24dFZZJnytcSyv+kliicQ3mGKXRlBiV04ylGMIh2zKYvt1WZKDbffH0NQolCpDEuatEAAA+YSURBVOZlrGZhZvcQagUtzGw+oVfTv4HJZtYHmAscHx3+BHAkMAtYBfQGcPclZnYFMC067nJ3L99oLllU0fiGTVWPMo7nPgYznH14hwVsz0BGUEpflrNV0vMnToSePWs2JhHZkFWwGF7BKykp8enTp+c6jIKXicSQqDErOZ07uICRtGc2H7IbwxnM3fyVn2hU6XlanlQkM8xshrtXuIiLRnDLz2IxOPNMWLkys/dpzuKfeza14Fte5mAGcB2PcVSlDdZKECK5pWRRx/TvD7fckpuRyu34ggsYSR/G0pgfeISjGc5gXuXgCo9XghDJH0oWtVwsBgMGwLff5i6GvXmbwQznBCazlnpM4BSuYSAfsfsGx3XpAs8+m6MgRaRK+TLOQjKgf384+eRcJQqnC8/yNIfxNvvyRx7nWi6kPV9wBmM5pN/uP/deiv8oUYjkL9UsapF8qEXUo4xjeYARLYZTvPgt+MUv4Lx/s9WZZzK4aVMG5y40EdkEqlkUuFgMWrQIYxmyXYvYbLPQbdUdfOUq/KabKdtxVybRg+LmK+H222H2bLjoImjaNHuBiUiNU7IoQLEYtGuX3QQRn5k18eeHH6Bnt2/hiiugbVs4+2zYdlt46KEwd0efPtCo8i6wIlI49Bgqj8RiMGQIzJkTlgZdu3b9q1l2ezA1aRJ6TVU62G3OHBg5MtQeVq2Co46CwYPht78NwYpIraJkkQPxpDB3LmyzTSj79tsNE0J80rv4a00niqTJoDLvvgsjRsC994aAe/aEgQNhzz1rNkARyStKFlkWi0HfvuHLOGz4CCnTNYd69WD8+GokCHd44QUYPhyeeipkmgED4LzzoE2bpKeLSOFTssiyIUPWJ4psat4crrsuzUSxdm1ofxg+HKZNg+22g6uugrPOgmZasFCkLlGyyLK5czN/j2olhkQ//BCqINdcA599BjvvDLfeCqeeGrpAiUido95QWRLvwZSpR01t267vxrp4cTUTxdKlMHRoCLRfv9Cgcv/98NFH4dmZEoVInaWaRRaUb6eoSryRu6reUEVFsG5dSBBDh9bA9Nzz5sGoUVBaGmYRPOKIMDbi979XzyYRAZQsMiKxt1NxMaxYUXmiaN48vC5ZEo6tkQ//VL3/fujZdPfdYfukk0LPpl/9KksBiEihULKoYeVrEXPmVH6sWXhklFXu8NJLodH6iSdgiy3g73+H888P2UpEpAJqs6imeBtEUVF4jcVCeTq9nbL62bx2LTz4IPzmN9CpU+jddMUVofozapQShYhUSTWLaqio9tC3b3ifam+nxo3DI6eMW70aJkwIPZs++QR23DEsEnHaaWHhahGRFKhmUQ0V1R5WrQrllX1Bb948NEibhdfS0gy3TSxbBv/+N7RvHzLZllvC5MkhYfTrp0QhImlRzaIaKqs9zJ0bvsSX7/nUuPEmjntIx/z5MHp0GBexYgUcfnioCh1yiHo2iUi1qWaRoLJ2iPIqqz0UF4eEUFqa5VoEhFlee/cOj5lGj4ajj4a33w7Tc3TurEQhIptENYtIVe0Q5T/ohw6tuPYQb4Po2TOL3V9ffhmGDYPHHguPls46Cy64IGQ7EZEaoppFpKp2iPJyVnuIW7cOHnkEDj4Yfvc7eP11uOyy8Bzs+uuVKESkxplnc5GELCkpKfHp06endU5RUcVTcZiFz+a88OOPYU6PESPg449D4/WFF4bHT40b5zo6ESlwZjbD3Usq2qfHUJHi4ooH0OXF8IPvvgsN1qNHw5dfwj77hPUkjj0W6us/oYhknh5DRYYO3fjLedbGQlRm4cIwR1NxcXjdYw+YMgVmzIATT1SiEJGs0adNJN7ekDinU1bnaUr00UdhEN2ECVBWBiecAIMGwb775iAYEREliw1ktRdTRV57LfRseuSR0LPpb38LPZt23DGHQYmIKFnk3rp18PjjYWK/l18Oa0j8859hcr+WLXMdnYgIoGSROz/9FKYGHzEiDKhr2zZ0ez399DATrIhIHlGyyLbvv4fbbgszvS5YAHvtFUYEHn88NGiQ6+hERCqkZJEtX30VJogaMyZ0he3cGcaOhcMO01QcIpL3lCwy7ZNPQs+m8eNDz6Zjj4XBg6GkwnEvIiJ5SckiU954IzRaP/QQNGoEffqEnk0775zryERE0lYwg/LMrJuZfWxms8zsH7mOp0LuYanSTp3gwANh6tQwcGPOnLDgkBKFiBSogqhZmFk94CbgUGA+MM3MHnX3mbmNLLJmDdxzT+jZ9P770KZNaMA+4wxo0iTX0YmIbLKCSBbA/sAsd/8cwMzuBboDuU0Wy5fD7beHxDBvHuy5J9x1F/TooZ5NIlKrFEqyaA3MS9ieDxyQeICZ9QX6AhRneva/r7+GG26Am24Ky5d26hQm+uvWTT2bRKRWKpRkUdEn8AYTirt7KVAKYYryjEQxaxZcey3ceWcYVPeXv4Q5mw44IPm5IiIFrFCSxXygTcL2DsDCrN192rTQs+mBB6BhQ+jVK6wjscsuWQtBRCSXCiVZTAM6mFl7YAHQA/hrRu/oDk8/HZLE1Kmw9dbwj3/AuefCL36R0VuLiOSbgkgW7l5mZn8HngbqAXe4+wcZudmaNTB5ckgS770HrVuHR09/+xtsuWVGbikiku8KIlkAuPsTwBMZvcm0aXDccWFBi44dYdw4OOmk8OhJRKQOK5hkkRU77wy77x56OR15ZFiYW0RElCw20KwZPPVUrqMQEck7+uosIiJJKVmIiEhSShYiIpKUkoWIiCSlZCEiIkkpWYiISFJKFiIikpSShYiIJGXumZnNO5fMbBEwJwe3bgEszsF9N5Xizi7FnV2KO3Vt3b1lRTtqZbLIFTOb7u4luY4jXYo7uxR3dinumqHHUCIikpSShYiIJKVkUbNKcx1ANSnu7FLc2aW4a4DaLEREJCnVLEREJCklCxERSUrJogaZ2RVm9p6ZvWNmz5jZ9rmOKRVmNsLMPopif8jMmuY6plSY2fFm9oGZrTOzvOliWBkz62ZmH5vZLDP7R67jSZWZ3WFm35jZ+7mOJVVm1sbMpprZh9G/kQG5jikVZraZmb1pZu9GcV+W65ji1GZRg8xsK3f/Pnp/LtDR3c/KcVhJmdlhwPPuXmZmwwDc/aIch5WUme0OrANuBQa6+/Qch1QpM6sHfAIcCswHpgEnufvMnAaWAjP7PbACuMvd98x1PKkws1ZAK3d/y8y2BGYAf873v7eZGbCFu68wswbAy8AAd389x6GpZlGT4okisgVQEJnY3Z9x97Jo83Vgh1zGkyp3/9DdP851HCnaH5jl7p+7+0/AvUD3HMeUEnd/CViS6zjS4e5fuvtb0fvlwIdA69xGlZwHK6LNBtFPXnyOKFnUMDMbambzgJ7AP3MdTzWcDjyZ6yBqodbAvITt+RTAh1dtYGbtgH2AN3IbSWrMrJ6ZvQN8A0xx97yIW8kiTWb2rJm9X8FPdwB3H+LubYAY8PfcRrtesrijY4YAZYTY80IqcRcIq6AsL74x1mZm1gR4ADivXM0/b7n7Wnffm1DD39/M8uLRX/1cB1Bo3L1riofeDTwOXJrBcFKWLG4z6wUcBXTxPGrISuPvne/mA20StncAFuYoljoheub/ABBz9wdzHU+63H2Zmb0AdANy3rlANYsaZGYdEjaPBj7KVSzpMLNuwEXA0e6+Ktfx1FLTgA5m1t7MGgI9gEdzHFOtFTUUjwU+dPeRuY4nVWbWMt4b0cw2B7qSJ58j6g1Vg8zsAWBXQg+dOcBZ7r4gt1ElZ2azgEbAt1HR6wXSi+sY4AagJbAMeMfdD89tVJUzsyOB0UA94A53H5rjkFJiZvcAnQhTZn8NXOruY3MaVBJm9lvgv8D/CP8/Avyfuz+Ru6iSM7NfAeMJ/0aKgMnufnluowqULEREJCk9hhIRkaSULEREJCklCxERSUrJQkREklKyEBGRpJQsJK+ZWfNoFt93zOwrM1sQvV9mZlmdFM7M9o66v8a3j67u7LFmNtvMWtRcdGnd+7TEGZHN7HYz65jruCS/KVlIXnP3b91972j6g1uAUdH7vVnff77GmFlVsxrsDfycLNz9UXf/d03HkAWnAT8nC3c/I99nY5XcU7KQQlbPzG6L5v1/JhrxipntZGZPmdkMM/uvme0Wlbc1s+eidTueM7PiqHycmY00s6nAMDPbIlrDYZqZvW1m3aNR15cDJ0Y1mxOjb+g3RtfYzsJaIO9GPwdF5Q9HcXxgZn2T/UJm1tvMPjGzF6PfLX79cWZ2XMJxK6LXJtHv8paZ/S8+Z5aZtbOwlsMGf5/oGiVALPo9NjezF6yC9UDM7GQLayu8Y2a3Wpjgrl4Uy/vR/c7fhP9+UkCULKSQdQBucvc9CCO4j43KS4Fz3H0/YCBwc1R+I2FNhl8RJku8PuFauwBd3f1CYAhhfY9fA4cAIwhTRf8TmBTVdCaVi+V64EV33wvYF/ggKj89iqMEONfMmlf2y1hYg+Ey4GDCuhcdU/gbrAaOcfd9o1ivjaa6qPDv4+73A9OBntHv8UMlsewOnAgcHNXk1hJmUt4baO3ue7r7L4E7U4hRagFNJCiF7At3fyd6PwNoF80yehBw3/rPTBpFr78B/hK9nwAMT7jWfe6+Nnp/GHC0mQ2MtjcDipPE0hk4FcKsocB3Ufm50bQkECYS7MD6aVXKOwB4wd0XAZjZJEISq4oBV1lYoGgdYdrz7aJ9G/19klwrURdgP2Ba9HfcnDBl9n+AHc3sBsJEmc+kcU0pYEoWUsh+THi/lvCBVgQsi74NJ5M4183KhPdG+Ba+wcJKZnZAOsGZWSfCRHC/cfdV0Qyim6URU6IyoicBUc2hYVTekzA31n7uvsbMZifco6K/T8rhA+Pd/eKNdpjtBRwOnA2cQFgDRWo5PYaSWiVas+ALMzsewgdr9OEG8CphtlcIH7IvV3KZp4Fz4o9zzGyfqHw5sGUl5zwH9IuOr2dmWwFbA0ujRLEbcGCS8N8AOkU9wBoAxyfsm034pg9hhb0G0futgW+iRHEI0DbJPZL9Hom/z3Fmtm30O20Ttfm0AIrc/QHg/xEeuUkdoGQhtVFPoI+ZvUtoO4gvlHQu0NvM3gNOAQZUcv4VhA/j98zs/WgbYCrQMd7AXe6cAcAhZvY/wiOfPYCngPrR/a4gLFlbKXf/EvgX8BrwLPBWwu7bgD+Y2ZuEx1XxmlAMKDGz6dHvncp01uOAW+IN3JXEMhO4BHgmin8K0IrwmOsFCyu5jQM2qnlI7aRZZ0XylJmdBpS4e96suCh1l2oWIiKSlGoWIiKSlGoWIiKSlJKFiIgkpWQhIiJJKVmIiEhSShYiIpLU/weS1muzUVAKfAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df_train['GrLivArea'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['GrLivArea'], plot=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data transformation\n",
    "df_train['GrLivArea'] = np.log(df_train['GrLivArea'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#transformed histogram and normal probability plot\n",
    "sns.distplot(df_train['GrLivArea'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['GrLivArea'], plot=plt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 'TotalBsmtSF'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#histogram and normal probability plot\n",
    "sns.distplot(df_train['TotalBsmtSF'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train['TotalBsmtSF'], plot=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create column for new variable (one is enough because it's a binary categorical feature)\n",
    "#if area>0 it gets 1, for area==0 it gets 0\n",
    "df_train['HasBsmt'] = pd.Series(len(df_train['TotalBsmtSF']), index=df_train.index)\n",
    "df_train['HasBsmt'] = 0 \n",
    "df_train.loc[df_train['TotalBsmtSF']>0,'HasBsmt'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Programs\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: RuntimeWarning: divide by zero encountered in log\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#transform data\n",
    "df_train.loc[df_train['HasBsmt']==1,'TotalBsmtSF'] = np.log(df_train['TotalBsmtSF'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#histogram and normal probability plot\n",
    "sns.distplot(df_train[df_train['TotalBsmtSF']>0]['TotalBsmtSF'], fit=norm);\n",
    "fig = plt.figure()\n",
    "res = stats.probplot(df_train[df_train['TotalBsmtSF']>0]['TotalBsmtSF'], plot=plt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot\n",
    "plt.scatter(df_train['GrLivArea'], df_train['SalePrice']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q+jdBr2WbYmo1tvbBd69eFHrvVa/ZHXmMHi9GFuAFQHsbUGs34aC9XaPi7EEL2I/rmgu78dSLRzEyOlaxD65z3NMQwN382hTXNKMXkSsAfAXAKluQF5FZInKq8zGAywE8X8v3I8o6v9nihpULrSs9/XrDvB1hkAdKwbCeON2IIA9MT7vY7n04FUL3rF2CG10N2cKmf9ImTHnlVgCXADhDRA4D2IRSlc0pAJ6U0gHao6q3iMgcAPep6pUAPgjgsfLz7QAeUtUfxfJTEDVAFItl/N7DVg7Yu7Qbg68dw5Y9hypmnn65+0aVMyaNO+3il/YaGR3Dhkf2A3ryZrKT/uk5+/RMBfvAQK+qNxge/rbltUcAXFn++GUAi+saHVFCRLFYpp73uKt3EXrOPn3aSWLFOV0VwZ9O1u4DwWsIihOVRy+OlanNxpWxRCFEsVimmvewzfzdr1vet5tB3sCp3QfMrRDCyFqHS3avJAohisUyYd9jYGgEG763f9riqfXbhnH7wHPTXpOoTb4TxH08a11DkLQOl/XijJ4ohCiWqnd25I0bcHvfY/P2A8ZOkA/uOVR1h8lW5D2ezpWQqQInnxNAMe14x7Eytdk4oycKod7FMrZ+7fmcVLyHbctACpZvqzyeDlNlU/+1i9F/3eJU1sZXgzN6ohCCesQHsfVrnzWjPXNBpakCdiL0q2zKMgZ6opDq6RHv16/dfeO13u34Wl1xQnHn4wcyH7irxdQNUQPYcvkz8224ddvw1I1XUw6fTmqTUnrGz1vHi7Fsx5dmDPREDWDK8efbBGPFyUSWSPosuG2qiz90OvqvW+y7IhiAsftkK2OgJ2oA043A35mZ3MxpiBZYTfGTl0od0ycDBpi1Ovh6JfcvjShjvDn+BRt3NG0sUTc8axRnQ/KgFa9Zq4OvFwM9UY3q7X0T5xZ/QVThG+RFkjurPzI6hm+sXWJd8eote416Q+80YqAnKqsmIETR+6bW5flRGB0rVrTndUtqkAdKN7Dd5a4jo2PIiWBCtWLP1zg29E4jBnoiVB8Qau194z6ZnFbII6CAJFYK+Ab7pDoxXurLGabcNY4NvdOIgZ4I4QKCO0jbgqPfTcCBoRFseGT/VMfEJKyATVuQBwD3urOgq7A4NvROIwZ6IsCaK3cCgqlPislphcoFT04wYhOy6DhbAj66b8T3KiyKHkVZwPJKSg3v3p9RLYoZGBqxrpx3AkLYDbq95d23DzyH9eUFURSdkdExbNlzyHoV5ohrQ++04YyeEsd0OQ4gtptq/TsPGlMYAkx977CX+qOula0DQyOp7DaZlry9bYwjo2NY3rd76u/H2R+WVTdECWG7KToz3xbbTTVbEFcEpwC85nQWUp2qcapW1m8bbvZQaiY4mYobGR3Do/tGMtmRshpM3VCi2G6K2nrA1HtTbWBoBG2W5fTuzSrc29PZFPI5rDinC7d9/7lUBnlB6edMYpDvyJtDlfc3Z7oa8aZzWhEDPSVKtYG7nptqztXDhKFo3JvHdW9PZzNWnMDWva83pS4+CgokMtXUkW/DX60+35hrv3HZvGltJWqphmoFDPSUKLbA3VnIR35TzXaDNScydanv3AAOO0M3nTSodoV8Dn+1+vypXkGdrqqmmfk29Jx9Op7ZeCle6bsKG1YutDY7a7UqGy/m6ClRVpzTZZxVXr34TPScfXqkS9lts7xJVevWc9Q47hOuw1ksBZTaETs35AGEvjprRQz0lCg7nn3D+vhdvdHeUAuqsb7z8QMM8k1SyOcqgrzfojbnYy/TyaIVBQZ6EbkfwNUA3lTV88qP9QO4BsD7AF4C8DlVHTV87RUA/g5ADsB9qtoX4dgpg2w3XevdkMNUsmnqNePM/gaGRrgJSJN0u0pq3WWSQYvaTJyrs1YXJkf/AIArPI89CeA8VT0fwD8BuM37RSKSA/APAD4F4GMAbhCRj9U1WqIaOCkYZxcndw2+t0e8M/tr9SqNZhEAz2y8FAAqfmd+i9psOfhWz807Amf0qvq0iMz3PLbL9ekeANcavvQiAL9S1ZcBQES+C+DTAH5R62CJauF3yf/MxkuNM75Wr9JoFr+VyKYmbO78u+3qjKLJ0f8pgG2Gx7sBvO76/DCAj9veRETWAVgHAPPmzYtgWJRGbTK9aZX78VrV0tiqmb3iW5U7MPstYuvuLFhvyLd633mbugK9iHwVwDiALaanDY9Za89U9V4A9wJAT08Pa9RalCnI+z0eRi2NrWzVPxQfZ6P0/p0H0dmRN94j6e4sTKV2vMK0LW5VNdfRi8jNKN2kvVHVWDx8GMBc1+dnAThS6/ej1tBtCb62x8MwbsydE7x7YtzaIC3MAimK1lvlrQ1HRsfwznvjyOemzxWDfmdkV1OgL1fTfAXAKlU9bnnZzwB8REQWiMgMANcD2F7bMKlVxNFt0Lsx9+yOPKClfvDum7NO4Lh9IJ0tDLKkOKmYNaPd93d267ZhzGfQDyUw0IvIVgA/BbBQRA6LyOcBfBPAqQCeFJFhEflW+bVzROQHAKCq4wC+BGAngBcAPKyqB2L6OSgjvEHZXQlT7/s6Kyg7ZrSj6MkFOTdnbx94ruaUjXcG2upuWjZv2krWajkbs3xj7RLj78z5zHuipkpizro0V09Pjw4ODjZ7GJRRCzbusLYlBmpv0XvTsnl4aO+huu4nZIntxnq1wrZN9svftwIR2aeqPabn2OuGWo5fzXU9cWnHs28wyLtEdSzCvg1LYu3YAoGayr1itbMjD1Xg7bFirOVxphWx+TbB8ffH63pfrqStXT4nmDWjva59dDs7wqWJgvaZzSLO6KlpvCtW3zpetN4gjZL3PkBnIQ8IA3WzdHcW0H/tYgxvuryu6qowWWjbKums5/cZ6KlpgvZhjXPDCPfN2VmntKM4wZxLo3V3FvBq31XTVidvWLnQ2uogyNshrgaCGqNlFVM3NE0jL2vD5FQbkXdlbrfxbCWzvUu7MfjasZoqn8L0talllXQWcEZPUxp9WRvmf8w2kdgvq+tpfJUTqauEMGtm++TJcyKhSmbv6l3k+z42YdZatGrzMwZ6mtLoy1rT4iivCdXYc6hhxmGSzwlOnVm6gcgK+pKOGe24Z+2SypXIbYIPFMInEEarvF/SWciHuvKMY0FeGjDQ05RGX9aaVqyaAmYcJxtni8AFG3egf+dBrLmwe9rNWWcs3Z0F3FTelxTA1FZ17pWaQO2191lzZHTM92Z32CtFvxl23tPhrpDPYfOqc0ONL64FeUnHBVM0xbY3aiMXovgtZnql76pIvodpi0DTjkZ+9yuq2Ue2lZj+VsL+XXlLbd95b7xiNWwh34ax4iRyIphQndqkJOuBOgwumKJQknBZ24gcapgUVdD9CgZ5IGeYWZv+VsJcKZpKbSGlqwHnai/fJhgrlvaMnVCd+n4M8sEY6GlKEi5rG3GyCRN4/E4GA0MjzMkDOPWUdt+/FSc9ZssZuE/epuNdnFDMOqU9sD8RBWN5JU3T7J7ezveOusTTnRZoK1/2e7kDj9/JoH/nQebkUapbH950ufE5U3rMLZ+TaSfvoJNvq5ZFRiVTgb4VlzZnUdQnm4GhEWz43v6pGaEpyHuvGmyblbSJMG1T5pdOC1oM5z1TBm0Oc1ohb2yPcBpLW0PJTOqmVZc2R81djZKVPt+btx+ouOwHSjd4bWkHW8nlhCrTNghOpwXNtIuTOi3tEpSyE8tBtz1O02VmRu+XU+WsPhzv5bZzsgSQ6mNoa5SlAF61VPI4P++XH95fcQVg2qS6FVRT6RJmz133ySAoZWerq6+23r5VZSbQM4dXP54sK5nSPEApyM+27GuaJaay0zBMHUK9vKkfv5RdLfv+0kmZCfT8Q6hfWk+WQfdmbAHZb5m9c3VjM7sjj/fKpX5ZNbsjj03XnIvepd24feA5bN37OiZUkRPBDR+fi7t6F1m/1ulZ43yNlyn14/d7NJ04WmFFa1Qyk6NPQg142qWxD0iYezObrjnXuNH0pmvsqyn9biYW8jmowv9mYwaMHi9i8LVjU9srOgF7QhUP7jmE2wfsJ8KBoRE8um9kWpB3fgO2Uky/32MSSn/TLDOBnn8I9UvjyTLM4qfepd1Y+/tzp9oX5ESw9vfn+v5t+F3F3L16UaiWuGmnALbsOYSH9po7SW7d+7r1a02/F8XJ1bDeYx/29+i0lja9B9llJnUDNL8GPO3iqmGPU9hVl+7Z5YQqHt03gp6zT686J9zdWUDv0m707zzYEmWWCvuGHrb7F0D1acC0pg3TIjMzeopG2mZNYdJNtXTlXHFOl+/j9WyQkRU5n9rGatOAaUwbpgkDPaVamHRT2Fm/e/3AjmffMH7NUy8eBVA6IbZKeWUhbw4TN3x8rvVrqk0DpjFtmCaZSt1Q6wmTbgqqyDKtH7Bxnxy6Q9SKZ8HMfA4XzOvEnpffqqrqBgifBkxj2jBNAtsUi8j9AK4G8Kaqnld+7DoAmwF8FMBFqmrsKSwirwL4LYAJAOO2FppebFNMUXKqRrxuWjYPd/UuqqrlsLu17sDQCP5i2zCyUmQpAP7gw6fjwJHfViwyc9fTs9VIMtXbpvgBAFd4HnsewGoAT4f4+hWquiRskCeKmpNusT1ezQ2/d0+MTyvdzOWykanv7izgG2uXYMufXYxZp1Re6Ls7d7LVSPoEpm5U9WkRme957AUAEDaaoBQIytGHWa7vGB0rTi2kuvPxAyhOhM/U59sEFy2YPZUCSQLTRiFBnTu5ejp94r4ZqwB2icg+EVnn90IRWScigyIyePSoeQZGVIugio5q94wdK07gzscPhGp/4N4Qu/+6xdjyZxfjpbuvnNqasJlsNzv9jhfLINMp7kC/XFUvAPApAF8UkU/YXqiq96pqj6r2dHWZS9uIahFUKulebBdWmCBfyOfwt3+82FiqWuuG5FHxW1DoVwHDMsh0irXqRlWPlP/7pog8BuAihMvrE9hfPyzTcQIwbaMRE3fu3llsF9VesJ2FPK5efCb6dx7ErduGK35/3ioT22YozRBUAcOeM+kTanPwco7+CafqxvX4jwH8J1PVjYjMAtCmqr8tf/wkgK+p6o+Cvh+rbsJvYJ1EjTxBmY5TPieAwtiD3s204XjQzkhA6fdwSnubtf0xAMyakcPx9yem1dr7/f5slUFhtEnpftlEwM/rVevfEycgyeRXdRM4oxeRrQAuAXCGiBwGsAnAMQB/D6ALwA4RGVbVlSIyB8B9qnolgA8CeKx8w7YdwENhgjyVpPWmV6N72tv2Gg3D2Z3IG7gumHfatJrxZR+ajVd/PTYtsA2+dsw3ML/7fuWJwu/3Z6sMsnF6wzvj+3+vvIVqW6zV+vfEViPpE6bq5gbLU48ZXnsEwJXlj18GsLiu0bWwtN70avQJqp7jIWI+MblTNxOq+PmhtytmvrVuSn1kdMw4I642XeTu2/OTl47VvErXOX6cpWcbWyAkVFpvejX6BFXP8Rg9Xgze2xTmvjj1/Dwbvre/og69rY5KZb8gn28T3777pxXyrI1vAQz0CZXW3h+NPkHZKmrC/GGfVsiHnkl7A3utP4+i8t7BWHECVabXQ+u/bjGG7rgcNy2bZ3z+tyfGsXn7AeNV2Jcf3p+pvYNbGXvdJFRae380Yicgd5rBVlHj3tTVtr9rcWIy9N6vTj7fEWarvKjlRHDqzHbfm8Bezt+L7R7AxKRa389JD9V6n4XpoORgoE+wNN70ivsE5c2p20oS3TNkWyA33TC18Z5PnJ9n/bbh0O/hp7OQx4nxSd8Tx6Qqrl58ZujqHPe6gHpTZ9XeZ8nqRvNpxUBPkYvzBBUmpx6HUdcCKfdMNbL3Hyuis5DHzHybdTHWnM5C6Ooc71WUX5sHZ//boONazc+b1qqxrGKOnlKlWVVHbSJYsHEHlty5CxseOXkzNUqjY0W88944blo2z3p/JuzPv+bC6Sdb670MKe2p696G07ahSDX3JdJaNZZVDPSUKrZg4/SU8dv1yGt2Rz50G4IJVShKwbiaRmbVKk4qntj/hnX/47DB1jvzt10JnFbIT12BOTuL/e0fL667ECCtVWNZxUBPqWKrRnJ6ypiCVL5NSqtlPV/jnckmxehY0XqPI2yPHO/M2TaTHjWkidy9f7wnmrDSWkWw49UAAAt+SURBVDWWVczRU6oE3ey1PR/ma+Zv3BH7+Gd35PHOifHAqwInn+69ien++fxKQ70z56Bdtrzqvc+S1qqxrArV66bR2OuGmuHDt/0gssZi+Tag6Nl6yukts3n7gapKJAFz33ig1CNny55DgT110tw7icKpd4cpopbgt9l1tX7vAwXcs3bJtFWpp7SX/nd7u8ogD9hTL3f1LsI31i4JTLNEkY6h9GLqhqjsrt5FgTXqYRdYOYH5Pde03tmd6rRC3jij91sQ5XcTM2yaJY3rMiganNETudg2H+nuLODVvqsqZs+2PjJzOgvWWnIRWG8ob151Lm9iUuQY6IlcgqpF3GWIz2y8FJuusQdmv0oXWxqFKRaKA1M31NJM/VjuXr0odLWIX3WJrTLG6c9jurnqvCcDO0WJVTfUsuKuRPHbraqe7xO2WRibirUWVt0QGfj1Y4lC79JurLnQHFhr/T5he8ezxzy5MdBTy4q7H8vA0Age3WcPrLV8n7Anp7hPYpQuzNFTy6p2tWhYTsokaFOTWr5P2JMTm4qRG2f01LLi6MfiTpn4qfX7hG0WxqZi5MZATy0rjlLGMP3ycyI1f58NKxdWNGjL56TipMGmYuTG1A21tKhLGYNSI/mcoP/axfV9T2+hnKFwjk3FyC0w0IvI/QCuBvCmqp5Xfuw6AJsBfBTARapqrIUUkSsA/B2AHID7VLUvonETJZLfTk4AwvVP8NG/82DF5uLFSTXu3MR6fHKESd08AOAKz2PPA1gN4GnbF4lIDsA/APgUgI8BuEFEPlbbMKlRBoZGsLxvNxZs3IHlfbuN5XhhXtOqgvrFO0G5Vkm7ycq/hXQInNGr6tMiMt/z2AsAIP67+VwE4Feq+nL5td8F8GkAv6hxrBSzMBs6c9Nnf2H6xdcTlOOqFKoF/xbSI86bsd0AXnd9frj8GCVUmNpr1mcHc/rh2Bqk1ROUbXu/2h6PE/8W0iPOQG+a7lszlCKyTkQGRWTw6NFwO91TtMKkBZKWOkiyOCpfbHu/2h6PE/8W0iPOQH8YgHsnh7MAHLG9WFXvVdUeVe3p6mr87ITC1V5nvT47ypxzHOWbSQquWf9byJI4yyt/BuAjIrIAwAiA6wF8JsbvR3XasHKhscmXewYa5jVpFUfOudbKF1tDsiTl6LP8t5A1gTN6EdkK4KcAForIYRH5vIj8kYgcBnAxgB0isrP82jki8gMAUNVxAF8CsBPACwAeVtUDcf0gVL8wM9As90tPSs7ZryFZkhZCZflvIWvYppiobMHGHcabSALglb6rGjaO5X27jbN2Z4Nwth8mE782xVwZS1QWZ1qkmuAclIfnQiiqFnvdkFErLoSJKy1SbW943uSkqDHQU4VW3bQirpxztbn/JOXhKRuYuqEKfoEp6ymDONIi1ZZEsiEZRY2BniokqVY7C2rJ/TMPT1Fi6oYqMEccLaZiqNkY6KkCA1O0WG9OzcbUDVVgjjh6TMVQMzHQkxEDE1F2MHVDRJRxDPRERBnHQE9ElHEM9EREGcdAT0SUcQz0REQZx0BPRJRxDPRERBnHBVNEEeLuT5REDPREEYljc3GiKDB1QxSRpGwuTuTFQE8UEfbxp6Ri6oaoSrY8fJybixPVgzN6oir47afLPv6UVIGBXkTuF5E3ReR512Oni8iTIvLL8n9nW752QkSGy/+2RzlwomYI2k+XG4xQEoVJ3TwA4JsAvuN6bCOA/6uqfSKysfz5VwxfO6aqS+oeJVFCBOXh2cefkigw0Kvq0yIy3/PwpwFcUv74HwH8GOZAT9R0Uda2Mw9PaVRrjv6DqvoGAJT/+3uW180UkUER2SMivTV+L6Ka+eXUaxFFHn5gaATL+3ZjwcYdWN63u+axEIUV983YearaA+AzAO4RkQ/bXigi68onhcGjR4/GPCxqFVHXttebh4/6xEMURq3llf8iImeq6hsiciaAN00vUtUj5f++LCI/BrAUwEuW194L4F4A6Onp0RrHRTRNHLXt9eThg27mEsWh1hn9dgA3lz++GcD/9r5ARGaLyCnlj88AsBzAL2r8fkQ1seXOm5VT56IqaoYw5ZVbAfwUwEIROSwinwfQB+CTIvJLAJ8sfw4R6RGR+8pf+lEAgyKyH8BTAPpUlYGeGippte1JO/FQawhTdXOD5anLDK8dBPCF8sc/AbCortER1clJhySlo+SGlQunNT4DuKiK4scWCJR5SaptT9qJh1oDAz1RgyXpxEOtgb1uiIgyjoGeiCjjGOiJiDKOgZ6IKOMY6ImIMo6Bnogo40Q1eW1lROQogNcAnAHgX5s8nGqkbbxA+sbM8cYrbeMF0jfmuMZ7tqp2mZ5IZKB3iMhguftlKqRtvED6xszxxitt4wXSN+ZmjJepGyKijGOgJyLKuKQH+nubPYAqpW28QPrGzPHGK23jBdI35oaPN9E5eiIiql/SZ/RERFQnBnoiooxLRKAXkZyIDInIE4bnPisiR0VkuPzvC80Yo2dMr4rIc+XxDBqeFxH5ryLyKxF5VkQuaMY4XeMJGu8lIvK26xjf0YxxesbUKSKPiMiLIvKCiFzseT5pxzhovIk5xiKy0DWOYRH5jYis97wmMcc35HgTc3xdY7pVRA6IyPMislVEZnqeP0VEtpWP8V4RmR/bYFS16f8A/AWAhwA8YXjuswC+2ewxesb0KoAzfJ6/EsAPAQiAZQD2Jny8l5iOfZPH/I8AvlD+eAaAzoQf46DxJu4Yl8eVA/DPKC22SezxDTHeRB1fAN0AXgFQKH/+MIDPel7z7wF8q/zx9QC2xTWeps/oReQsAFcBuC/otSnyaQDf0ZI9ADpF5MxmDyotROQDAD4B4NsAoKrvq+qo52WJOcYhx5tUlwF4SVVf8zyemOPrYRtvErUDKIhIO4AOAEc8z38apQkCADwC4DIRkTgG0vRAD+AeAP8ZwKTPa9aULx8fEZG5DRqXHwWwS0T2icg6w/PdAF53fX64/FizBI0XAC4Wkf0i8kMRObeRgzP4EICjAP5nOaV3n4jM8rwmScc4zHiBZB1jx/UAthoeT9LxdbONF0jQ8VXVEQB/A+AQgDcAvK2quzwvmzrGqjoO4G0AvxvHeJoa6EXkagBvquo+n5c9DmC+qp4P4P/g5BmwmZar6gUAPgXgiyLyCc/zprNyM+tYg8b7c5QuhRcD+HsAA40eoEc7gAsA/DdVXQrgXQAbPa9J0jEOM96kHWOIyAwAqwB8z/S04bGm1mIHjDdRx1dEZqM0Y18AYA6AWSJyk/dlhi+N5Rg3e0a/HMAqEXkVwHcBXCoiD7pfoKq/VtUT5U//B4ALGzvESqp6pPzfNwE8BuAiz0sOA3BfeZyFysu2hgkar6r+RlXfKX/8AwB5ETmj4QM96TCAw6q6t/z5IygFUu9rknKMA8ebwGMMlE78P1fVfzE8l6Tj67CON4HH9w8BvKKqR1W1COD7AP7A85qpY1xO75wG4Fgcg2lqoFfV21T1LFWdj9Il2W5VnXbW8+QFVwF4oYFDrCAis0TkVOdjAJcDeN7zsu0A/qRcubAMpcu2Nxo8VADhxisi/8bJDYrIRSj9Xfy60WN1qOo/A3hdRBaWH7oMwC88L0vMMQ4z3qQd47IbYE+DJOb4uljHm8DjewjAMhHpKI/rMlTGru0Abi5/fC1K8S+WGX17HG9aLxH5GoBBVd0O4M9FZBWAcZTOdp9t5tgAfBDAY+W/qXYAD6nqj0TkFgBQ1W8B+AFKVQu/AnAcwOeaNFYg3HivBfDvRGQcwBiA6+P6g6vCfwCwpXy5/jKAzyX4GAPB403UMRaRDgCfBPBvXY8l9viGGG+ijq+q7hWRR1BKKY0DGAJwrye2fRvA/xKRX6EU266PazxsgUBElHHNztETEVHMGOiJiDKOgZ6IKOMY6ImIMo6Bnogo4xjoiYgyjoGeiCjj/j/qPRoTPkl1lQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot\n",
    "plt.scatter(df_train[df_train['TotalBsmtSF']>0]['TotalBsmtSF'], df_train[df_train['TotalBsmtSF']>0]['SalePrice']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
